{"id":"W2993506881","doi":"10.1093/ons/opz353","title":"Transesophageal Echocardiography-Guided Ventriculoatrial Shunt Insertion","year":2019,"lang":"en","type":"article","venue":"Operative Neurosurgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Shunt (medical); Perioperative; Surgery; Catheter; Complication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006860276,0.0002091838,0.0002653226,0.001210102,0.00009727398,0.0005340582,0.0002461221,0.0002833842,0.0006464146],"category_scores_gemma":[0.005439164,0.0001024079,0.0002578382,0.0007182573,0.0004057805,0.0005385297,0.0001921189,0.0003647314,0.0002856494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001239708,"about_ca_system_score_gemma":0.0003262575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003422899,"about_ca_topic_score_gemma":0.0005615796,"domain_scores_codex":[0.9993923,0.0001907221,0.0001569822,0.00009491589,0.0001329159,0.00003206595],"domain_scores_gemma":[0.9948187,0.002270003,0.00208823,0.0002282642,0.0004401661,0.0001545287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0003877555,0.00005698729,0.714214,0.001692348,0.0002394644,0.01590316,0.0004186901,0.0007952361,0.01835642,0.0002809201,0.001577638,0.2460774],"study_design_scores_gemma":[0.00005462018,0.0007563639,0.6166319,0.002399072,0.0004433022,0.3401587,0.0009196654,0.001939685,0.01523039,0.0004308246,0.02098881,0.00004655442],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7904918,0.1774995,0.02145155,0.0008542914,0.0003280299,0.00005766227,0.0004187098,0.0001915642,0.008706835],"genre_scores_gemma":[0.9547489,0.0370164,0.007041444,0.000271821,0.0003804236,0.00001547907,0.0001870978,0.00002415166,0.0003143844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001210102,"threshold_uncertainty_score":0.003628135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02064153451195126,"score_gpt":0.2893857989639718,"score_spread":0.2687442644520205,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}